Text-to-image retrieval on CT-RATE (val)
84.8AUCPrompt loss only
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Prompt loss onlyData A (RefCT)=true, Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 84.8 | 5.6 | 77.9 | |
| MPS-CTData B (CT-RATE)=true2026.03 | 83.8 | 16.3 | 71.3 | |
| RadFinderData A (RefCT)=true, Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 83.8 | 31.5 | 78 | |
| No localization lossData A (RefCT)=true, Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 83.6 | 31.5 | 78.2 | |
| Public datasets, no loc.Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 83.2 | 26.9 | 77.1 | |
| BrgSAData B (CT-RATE)=true2026.03 | 82.9 | 22.2 | 70.4 | |
| RefCT datasetData A (RefCT)=true2026.03 | 80.4 | 26.3 | 76.7 | |
| MedVista3D-UniMISSData B (CT-RATE)=true2026.03 | 78.2 | 8.7 | — | |
| MedVista3D-ViTData B (CT-RATE)=true2026.03 | 77.8 | 10.7 | — | |
| fVLM*Data B (CT-RATE)=true, Additional training=MedVL-CT69 [16] (272k)2026.03 | 77.8 | — | — | |
| CT-CLIPData B (CT-RATE)=true2026.03 | 73.1 | 5 | 68.3 | |
| MerlinData C (Merlin)=true2026.03 | 72.8 | 2.7 | 62.6 | |
| Global loss onlyData A (RefCT)=true, Data B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 56.9 | 29.4 | 76.6 | |
| SPECTREData B (CT-RATE)=true, Data C (Merlin)=true, Data D (INSPECT)=true2026.03 | 54.3 | 18.2 | 76.8 | |
| Random Chance2026.03 | 50 | 0.3 | 0.1 |